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A pytorch compatible video dataset that is fully customizable.

Project description

Video Dataset

This is a python library to create a video dataset. The project is inspired from Video-Dataset-Loading-Pytorch but with a lot of additional features and modifications.

The goal is to have a very moldable and customizable video dataset that can be reused in all possible video dataset situations.

Installation

pip install video-dataset

Supported Dataset Structures

Raw Videos

- your-dataset
- - videos
- - - video-1.mp4
- - - video-2.mp3
- - - ...
- - annotations
- - - video-1.csv
- - - video-2.csv
- - - ...
training_ids.txt
testing_ids.txt
validation_ids.txt

Videos Frames

- your-dataset
- - videos
- - - video-1
- - - - img_00001.jpg
- - - - img_00002.jpg
- - - - img_00003.jpg
- - - - ...
- - - video-2
- - - ...
- - annotations
- - - video-1.csv
- - - video-2.csv
- - - ...
training_ids.txt
testing_ids.txt
validation_ids.txt

Text Annotations

Usage

Todos

  • Explore for faster methods of reading images to speed up the loading as 0.6 seconds is really too slow in my opinion.

Project details


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